i've run antling's models since they started and new ling 3.1 flash is the first one that feels like a real leap from them
this is the floating tree it built on the api:
> 560b moe, 25b active
> 57 min on one prompt
> 77 requests, 228k tokens out
> 98.6 tok/s on openrouter (novita)
> 1green
> 2,051 lines across 9 modules
> $0.27 for the whole build
i can feel their models improve every release, ling 3.0 flash couldn't finish a 3d scene like this on a single dgx spark
sure 3.1 is a much bigger model, 560b total and 25b active against 3.0 flash's 124b and 5.1b, but the capability jumped with it
the scene has taste and every part is complete and works and it actually looks good
next i'm posting the q4 gguf i ran on @niklaslenz_ai's 4x dgx sparks and this api build side by side, so you can see the difference between the gguf and the api
stay tuned anon, ai is moving at this speed and i love it, the acceleration is insane in this space
this is the floating tree it built on the api:
> 560b moe, 25b active
> 57 min on one prompt
> 77 requests, 228k tokens out
> 98.6 tok/s on openrouter (novita)
> 1green
> 2,051 lines across 9 modules
> $0.27 for the whole build
i can feel their models improve every release, ling 3.0 flash couldn't finish a 3d scene like this on a single dgx spark
sure 3.1 is a much bigger model, 560b total and 25b active against 3.0 flash's 124b and 5.1b, but the capability jumped with it
the scene has taste and every part is complete and works and it actually looks good
next i'm posting the q4 gguf i ran on @niklaslenz_ai's 4x dgx sparks and this api build side by side, so you can see the difference between the gguf and the api
stay tuned anon, ai is moving at this speed and i love it, the acceleration is insane in this space
this was my first time running 4x dgx sparks in my entire life, and i'm more proud of this moment than whatever the fuck is going on in my life
the timeline has never disappointed me, and i'm dedicating myself to high quality content on everything from 128gb dgx sparks down to 3.1 flash, a huge model that doesn't fit on my 2 sparks, running across 4 while it builds the floating tree 3d scene, not perfect, but i ran their previous ling 3 on a single spark and i can see how fast ling is improving
in q4 gguf over llama[.]cpp rpc the speed is the pain, so next i run the full model on the api and drop the comparison soon
Oct 24, 2026 · 9:00 AM UTC
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model by @AntLingAGI, the spec it built from is open for anyone to run: github.com/sudoingx/float…
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@sudoingX Output looks pretty decent. Gonna be interesting to see what the gguf does.
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